Human Activity Recognition on DSADS
89.7F1 ScoreTSF
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TSF2026.05 | 89.7 | — | — | — | — | — | — | — | — | — | — | |
| IF-Conv-Transformer2026.05 | 88.82 | — | — | — | — | — | — | — | — | — | — | |
| SPECTRAPrecision=FP322026.03 | 87.6 | 1.16 | 316.5 | — | — | 46,500,000 | 1,820 | 22,761 | 481,551 | 120.7 | — | |
| ConvBoost2026.05 | 87.26 | — | — | — | — | — | — | — | — | — | — | |
| SPECTRAPrecision=FP162026.03 | 86.9 | 0.27 | 1,687.7 | — | — | 944,000 | 90 | 22,761 | 481,551 | 17.6 | — | |
| TinyHAR2026.03 | 86.4 | 51.51 | 19.4 | — | — | 819,700,000 | 32,000 | 59,161 | 19,216,775 | 445.2 | — | |
| TinierHAR2026.03 | 86.2 | 4.37 | 229.1 | — | — | 148,100,000 | 5,790 | — | 2,843,792 | 150.6 | — | |
| Attend-Discriminate2026.05 | 86.12 | — | — | — | — | — | — | — | — | — | — | |
| SPECTRAPrecision=INT82026.03 | 85.7 | 0.28 | 1,258.7 | — | — | 1,018,000 | 100 | 22,761 | 481,551 | 17.5 | — | |
| Global Fusion2026.05 | 85.57 | — | — | — | — | — | — | — | — | — | — | |
| Conv-Transformer2026.05 | 85.5 | — | — | — | — | — | — | — | — | — | — | |
| DeepConvLSTM2026.03 | 84.8 | 166.34 | 6.01 | — | — | 2,732,500,000 | 107,000 | 1,605,587 | 173,126,291 | 1,044.2 | — | |
| DeepConvLSTM2026.05 | 83.25 | — | — | — | — | — | — | — | — | — | — | |
| DeepSense2026.05 | 83.24 | — | — | — | — | — | — | — | — | — | — | |
| Transformer Encoder2026.05 | 80.77 | — | — | — | — | — | — | — | — | — | — | |
| Dynamic-WHAR2026.05 | 73 | — | — | — | — | — | — | — | — | — | — | |
| DConvLSTM2026.03 | — | 168 | 6 | — | — | 34,775,000 | 325,000 | — | — | 4,724.8 | — | |
| DeepConvLSTM2026.03 | — | — | — | 4,886.35 | 1,421.75 | — | — | — | — | — | — | |
| SPECTRAPrecision=FP322026.03 | — | 9.333 | 107.2 | 52.55 | 3.29 | 287.982 | 2.69 | — | — | — | — | |
| SPECTRAPrecision=INT82026.03 | — | 7 | 142.9 | 18.39 | 3.29 | 172.789 | 1.61 | — | — | — | — | |
| SPECTRAPrecision=FP322026.03 | — | 3.4 | 294.1 | — | — | 1,048,600 | 9,800 | — | — | 120.8 | — | |
| SPECTRAPrecision=FP162026.03 | — | 2.9 | 346 | — | — | 891,300 | 8,300 | — | — | 108.7 | — | |
| SPECTRAPrecision=INT82026.03 | — | 2.4 | 420.2 | — | — | 734,000 | 6,900 | — | — | 96.6 | — | |
| TinierHAR2026.03 | — | 4.6 | 217.4 | — | — | 1,626,400 | 15,200 | — | — | 241.6 | — | |
| TinyHAR2026.03 | — | 50.839 | 19.7 | 145.7 | 107.36 | 824,671.39 | 7,706.3 | — | — | — | — | |
| TinyHAR2026.03 | — | 52 | 19.2 | — | — | 12,626,000 | 118,000 | — | — | 543.6 | — |